1 00:00:05,772 --> 00:00:07,810 PROFESSOR: Hi everyone. 2 00:00:07,810 --> 00:00:11,949 So today, I'd like to talk about frequency response. 3 00:00:11,949 --> 00:00:13,490 And specifically, we're going to take 4 00:00:13,490 --> 00:00:16,149 a look at a couple different differential equations. 5 00:00:16,149 --> 00:00:18,970 And we're asked to graph the amplitude response 6 00:00:18,970 --> 00:00:20,740 for each equation. 7 00:00:20,740 --> 00:00:24,010 And you'll note that these equations a, b and c have 8 00:00:24,010 --> 00:00:26,400 varying amounts of damping. 9 00:00:26,400 --> 00:00:29,790 So for part a we're asked to plot the amplitude response 10 00:00:29,790 --> 00:00:34,760 for x dot dot plus 4x equals F_0 cosine omega*t. 11 00:00:34,760 --> 00:00:36,870 For part b it's the same equation, 12 00:00:36,870 --> 00:00:39,820 however we have an x dot term added. 13 00:00:39,820 --> 00:00:43,520 For part c, again we've increase the damping. 14 00:00:43,520 --> 00:00:45,920 So now we have 6x dot. 15 00:00:45,920 --> 00:00:48,120 And then lastly for part d, we'd like 16 00:00:48,120 --> 00:00:50,557 to discuss the resonance for each system. 17 00:00:50,557 --> 00:00:52,140 So I'll let you work out this problem, 18 00:00:52,140 --> 00:00:53,348 and I'll be back in a moment. 19 00:01:05,962 --> 00:01:07,110 Hi everyone. 20 00:01:07,110 --> 00:01:08,880 Welcome back. 21 00:01:08,880 --> 00:01:12,500 So for part a, we're asked to graph the amplitude response 22 00:01:12,500 --> 00:01:19,450 to the differential equation x dot dot plus 4x equals F_0 23 00:01:19,450 --> 00:01:20,130 cosine omega*t. 24 00:01:24,070 --> 00:01:27,770 And from a previous recitation, we already 25 00:01:27,770 --> 00:01:29,410 wrote down the particular response 26 00:01:29,410 --> 00:01:31,540 to this differential equation. 27 00:01:31,540 --> 00:01:37,520 So I'm just going to write down the particular response, 28 00:01:37,520 --> 00:01:45,770 which has the form F_0 4 minus omega squared cosine omega*t. 29 00:01:48,980 --> 00:02:04,750 Now the amplitude response is defined as a ratio, 30 00:02:04,750 --> 00:02:09,729 and specifically it's the ratio of the output amplitude 31 00:02:09,729 --> 00:02:12,540 of a differential equation to the input amplitude 32 00:02:12,540 --> 00:02:14,250 of a differential equation. 33 00:02:14,250 --> 00:02:17,020 So in the case at hand, we have the output 34 00:02:17,020 --> 00:02:21,600 is a sinusoidal function whose amplitude is F_0 divided 35 00:02:21,600 --> 00:02:23,880 by 4 minus omega squared. 36 00:02:23,880 --> 00:02:28,860 So it's the output divided by the input. 37 00:02:31,217 --> 00:02:32,300 These are both amplitudes. 38 00:02:38,370 --> 00:02:42,930 And in our case, we have F_0 divided 39 00:02:42,930 --> 00:02:46,290 by 4 minus omega squared. 40 00:02:46,290 --> 00:02:48,140 This is the output amplitude. 41 00:02:48,140 --> 00:02:52,670 And the input amplitude is just F_0. 42 00:02:52,670 --> 00:02:58,349 So we see when we compute this ratio the F_0's divide out. 43 00:02:58,349 --> 00:02:59,890 And at the end of the day, we're left 44 00:02:59,890 --> 00:03:02,900 with 4 minus omega squared. 45 00:03:05,490 --> 00:03:09,370 So I'm going to draw the amplitude response now. 46 00:03:13,847 --> 00:03:14,555 So we have omega. 47 00:03:17,150 --> 00:03:22,765 And we see that when omega is equal to 2, 48 00:03:22,765 --> 00:03:23,640 there's an asymptote. 49 00:03:26,470 --> 00:03:28,780 When omega is equal to 0, we have 1/4. 50 00:03:36,090 --> 00:03:39,130 And specifically, we have this tent-like function. 51 00:03:39,130 --> 00:03:40,640 So this is the amplitude response. 52 00:03:50,810 --> 00:03:54,310 So notice how when we drive the system with frequency two, 53 00:03:54,310 --> 00:03:55,980 the amplitude response goes to infinity. 54 00:03:58,500 --> 00:04:00,667 As a result, we call this frequency 55 00:04:00,667 --> 00:04:01,625 the resonant frequency. 56 00:04:14,780 --> 00:04:16,029 So this concludes part a. 57 00:04:16,029 --> 00:04:22,250 For part b, we have a differential equation 58 00:04:22,250 --> 00:04:23,020 with damping now. 59 00:04:35,250 --> 00:04:37,670 And to compute the particular solution, 60 00:04:37,670 --> 00:04:40,090 we follow the standard procedure of first complexifying 61 00:04:40,090 --> 00:04:43,230 the right-hand side and then using the exponential response 62 00:04:43,230 --> 00:04:43,730 formula. 63 00:04:47,410 --> 00:04:51,090 So I'm just going to write down the particular solution. 64 00:04:51,090 --> 00:04:54,740 If we follow these steps, we find that it's the real part 65 00:04:54,740 --> 00:04:58,130 of the right-hand side complexified, 66 00:04:58,130 --> 00:05:03,930 which is F_0 e to the i*omega*t divided by the characteristic 67 00:05:03,930 --> 00:05:06,385 polynomial evaluated at i*omega. 68 00:05:09,550 --> 00:05:14,000 And in this case, the characteristic polynomial p 69 00:05:14,000 --> 00:05:23,440 of s is s squared plus s plus 4. 70 00:05:29,044 --> 00:05:38,430 p of i*omega is then 4 minus omega squared plus i*omega. 71 00:05:41,970 --> 00:05:45,830 And when we put the pieces together, 72 00:05:45,830 --> 00:05:48,590 we end up with a particular solution, 73 00:05:48,590 --> 00:05:56,100 which looks like the real part of 1 over 4 minus omega squared 74 00:05:56,100 --> 00:06:01,090 plus i*omega, F_0 upstairs, e to the i*omega*t. 75 00:06:06,990 --> 00:06:13,190 So we're asked to compute the amplitude response graph. 76 00:06:13,190 --> 00:06:15,130 And if we take a look at this, we 77 00:06:15,130 --> 00:06:18,570 see that the denominator here is really just a complex number. 78 00:06:18,570 --> 00:06:21,430 So we can convert it into the form of r e to the i*phi. 79 00:06:24,910 --> 00:06:26,930 Now, the amplitude response is defined 80 00:06:26,930 --> 00:06:30,950 as the ratio of the output divided by the input. 81 00:06:30,950 --> 00:06:37,440 And so the output amplitude is going 82 00:06:37,440 --> 00:06:39,560 to be the magnitude of this complex number. 83 00:06:59,210 --> 00:07:03,660 So as a result, the amplitude response is just the magnitude 84 00:07:03,660 --> 00:07:06,740 of 1 over the characteristic polynomial evaluated 85 00:07:06,740 --> 00:07:08,020 at i*omega. 86 00:07:08,020 --> 00:07:11,490 This is also sometimes referred to as the complex gain. 87 00:07:11,490 --> 00:07:13,800 Moreover, this term right here contains 88 00:07:13,800 --> 00:07:15,560 two pieces of information. 89 00:07:15,560 --> 00:07:17,660 Not only does it contain the amplitude response, 90 00:07:17,660 --> 00:07:22,077 but it also contains the phase information. 91 00:07:22,077 --> 00:07:23,660 When we take the absolute value, we're 92 00:07:23,660 --> 00:07:24,745 throwing out the phase information, 93 00:07:24,745 --> 00:07:27,050 and we're just remembering the amplitude response. 94 00:07:31,076 --> 00:07:32,700 So what is this amplitude response look 95 00:07:32,700 --> 00:07:35,220 like for this case? 96 00:07:35,220 --> 00:07:48,530 Well, we have 1 over and it's the magnitude of this complex 97 00:07:48,530 --> 00:07:50,995 number, which is 4 minus omega squared plus i*omega. 98 00:07:53,590 --> 00:07:56,420 So I just take the real part, square it, 99 00:07:56,420 --> 00:07:58,707 add it to the imaginary part squared, 100 00:07:58,707 --> 00:08:00,165 and square root the whole quantity. 101 00:08:04,000 --> 00:08:05,840 Now there's a question of how to graph this. 102 00:08:05,840 --> 00:08:09,240 And we see that first off, the square root's 103 00:08:09,240 --> 00:08:10,800 an increasing function. 104 00:08:10,800 --> 00:08:14,330 And we see that we're 1 over an increasing function. 105 00:08:14,330 --> 00:08:17,270 So there's a trick, which is to just 106 00:08:17,270 --> 00:08:19,560 look first at sketching this piece which 107 00:08:19,560 --> 00:08:21,620 is under the radical sign. 108 00:08:21,620 --> 00:08:25,560 And if you look at trying to maximize this function-- 109 00:08:25,560 --> 00:08:28,590 so finding the critical points-- we'd see that in this case, 110 00:08:28,590 --> 00:08:40,090 we have one maximum, to 4 minus omega squared plus omega 111 00:08:40,090 --> 00:08:42,150 squared. 112 00:08:42,150 --> 00:08:48,065 And this is at when omega equals the square root of 7/2. 113 00:08:52,440 --> 00:08:53,260 Sorry. 114 00:08:53,260 --> 00:08:54,010 This is a minimum. 115 00:09:00,730 --> 00:09:05,030 So when I go to sketch this now, we have omega, 116 00:09:05,030 --> 00:09:06,500 we have the amplitude response. 117 00:09:13,350 --> 00:09:19,310 Now, I'm going to draw in 2 from our previous diagram. 118 00:09:19,310 --> 00:09:24,030 Now, the square root of 7/2 is just below 2, 119 00:09:24,030 --> 00:09:24,970 so square root of 7/2. 120 00:09:30,950 --> 00:09:35,820 So we end up with a maximum at 7/2, 121 00:09:35,820 --> 00:09:37,320 and then a decay to infinity. 122 00:09:39,950 --> 00:09:46,780 And again, this is going to be 1/4 when omega is 0. 123 00:09:46,780 --> 00:09:51,320 So this is the peak amplitude response. 124 00:09:51,320 --> 00:09:54,510 So note that in this case, by adding damping, what we've done 125 00:09:54,510 --> 00:09:59,500 is we no longer have an asymptote at omega equals 2. 126 00:09:59,500 --> 00:10:01,620 But we now have a finite amplitude, 127 00:10:01,620 --> 00:10:06,594 which occurs at omega equals the square root of 7/2. 128 00:10:06,594 --> 00:10:08,260 So I'm just going to clean up the board, 129 00:10:08,260 --> 00:10:11,920 and I'll be back with part c in a second. 130 00:10:11,920 --> 00:10:17,360 For part a, we have an amplitude response diagram, which 131 00:10:17,360 --> 00:10:19,580 looks like a tent function. 132 00:10:19,580 --> 00:10:22,740 And at 2, omega equals 2, we have a resonance. 133 00:10:22,740 --> 00:10:25,330 So the amplitude response diverges. 134 00:10:25,330 --> 00:10:28,250 Just like to point out, I made a small error before. 135 00:10:28,250 --> 00:10:32,390 I forgot to include absolute values on the denominator here. 136 00:10:32,390 --> 00:10:34,020 The amplitude response function, it's 137 00:10:34,020 --> 00:10:35,420 always a positive quantity. 138 00:10:35,420 --> 00:10:39,160 We always throw out any phase information 139 00:10:39,160 --> 00:10:46,495 and leave that for the phase in the description of the response 140 00:10:46,495 --> 00:10:48,870 of the linear system. 141 00:10:48,870 --> 00:10:51,210 So the amplitude response is always positive. 142 00:10:51,210 --> 00:10:54,960 For part b, we added dampening to the system. 143 00:10:54,960 --> 00:10:59,092 And we see that there's actually a peak point which 144 00:10:59,092 --> 00:11:00,300 is at the square root of 7/2. 145 00:11:03,520 --> 00:11:06,290 And the amplitude response is bounded at this point, 146 00:11:06,290 --> 00:11:08,200 but it achieves a maximum. 147 00:11:08,200 --> 00:11:11,710 And then again it decays to infinity. 148 00:11:11,710 --> 00:11:15,550 So I'd like now to take a look at part c. 149 00:11:15,550 --> 00:11:18,850 And in part c, we have the differential equation x dot dot 150 00:11:18,850 --> 00:11:30,380 plus 6x dot plus 4x equals F_0 cosine omega*t. 151 00:11:30,380 --> 00:11:39,430 And again, the amplitude response is going to equal 1 152 00:11:39,430 --> 00:11:45,380 over the absolute value of p of i*omega. 153 00:11:45,380 --> 00:11:52,020 And in this case, p of i*omega is going to be 1 over-- Well, 154 00:11:52,020 --> 00:11:54,750 we still have the 4 minus omega squared term. 155 00:11:58,670 --> 00:12:02,930 Instead of x dot, we now have 6x dot, which gives us 6i*omega. 156 00:12:05,990 --> 00:12:08,130 And then again, we want to take the absolute value 157 00:12:08,130 --> 00:12:10,750 of this complex number. 158 00:12:10,750 --> 00:12:12,250 And when we take the absolute value, 159 00:12:12,250 --> 00:12:14,230 we just get the sum of the real parts 160 00:12:14,230 --> 00:12:19,600 squared plus the sum of the imaginary parts squared, 161 00:12:19,600 --> 00:12:23,742 which in this case is going to be 36 omega squared, 162 00:12:23,742 --> 00:12:25,662 the whole quantity squared rooted, 163 00:12:25,662 --> 00:12:27,120 and then we have 1 over this value. 164 00:12:30,040 --> 00:12:33,300 So now if we'd like to plot this function, 165 00:12:33,300 --> 00:12:36,240 we can still do the same trick and try to maximize or find 166 00:12:36,240 --> 00:12:39,022 the critical points of the denominator under the radical. 167 00:12:39,022 --> 00:12:40,480 And if we did this, in this case we 168 00:12:40,480 --> 00:12:42,540 would find that the only critical point 169 00:12:42,540 --> 00:12:46,000 is when omega is equal to 0. 170 00:12:46,000 --> 00:12:49,840 Secondly, if we look at omega going to infinity, 171 00:12:49,840 --> 00:12:52,730 we see that the denominator goes to infinity. 172 00:12:52,730 --> 00:12:56,680 So this whole quantity must go to 0. 173 00:12:56,680 --> 00:13:00,770 So if I were to go back here to the amplitude response 174 00:13:00,770 --> 00:13:05,710 for part c, again, when omega is equal to 0 175 00:13:05,710 --> 00:13:07,250 it's going to start off at 1/4. 176 00:13:10,050 --> 00:13:14,380 I've just argued that it goes to 0 as omega goes to infinity. 177 00:13:14,380 --> 00:13:16,990 And since there are no critical points, 178 00:13:16,990 --> 00:13:21,426 we must smoothly paste the function between the two. 179 00:13:21,426 --> 00:13:22,925 And in fact, it's always decreasing. 180 00:13:25,700 --> 00:13:28,030 So the amplitude response, in this case, 181 00:13:28,030 --> 00:13:29,420 is just a decreasing function. 182 00:13:32,370 --> 00:13:34,020 So this concludes part c. 183 00:13:34,020 --> 00:13:35,670 And now I'll take a look at part d. 184 00:13:35,670 --> 00:13:38,720 Discuss the resonance for each system. 185 00:13:38,720 --> 00:13:42,350 So in part a, we had no damping. 186 00:13:42,350 --> 00:13:45,500 And we saw that there was a resonance at omega equals 2. 187 00:13:45,500 --> 00:13:47,940 And the resonance manifested itself 188 00:13:47,940 --> 00:13:53,590 in the amplitude response graph with a divergent asymptote 189 00:13:53,590 --> 00:13:54,870 at omega is equal to 2. 190 00:13:54,870 --> 00:13:58,690 So as you drive the system close to omega equals 2, 191 00:13:58,690 --> 00:14:02,370 the amplitude of the system starts to diverge. 192 00:14:02,370 --> 00:14:06,620 In case two we introduced damping into the system. 193 00:14:06,620 --> 00:14:09,940 So we still have a very large amplitude response at omega 194 00:14:09,940 --> 00:14:13,180 equals the square root of 7/2, however it's 195 00:14:13,180 --> 00:14:14,585 no longer infinite. 196 00:14:17,710 --> 00:14:21,940 And then lastly, when we increased damping even further 197 00:14:21,940 --> 00:14:28,140 so we had the 6x dot term, the presence of a peak disappeared. 198 00:14:28,140 --> 00:14:30,010 And in fact, the amplitude response 199 00:14:30,010 --> 00:14:34,000 just monotonically decayed from 1/2 to infinity. 200 00:14:34,000 --> 00:14:39,720 So just constantly decreased to 0. 201 00:14:39,720 --> 00:14:42,150 So I'd just like to conclude there, 202 00:14:42,150 --> 00:14:44,390 and I'll see you next time.